Work

A Benchmark Model for Model Order Reduction: Large-scale Wind Farms

Year: 2025

Type: article

Abstract: A large-scale wind farm model is presented as a benchmark model for various model order reduction (MOR) methods. Firstly, the detailed mathematical description of a wind turbine generator is provided, including the aerodynamic and mechanical sub-blocks of the wind turbine, the electrical sub-block of the generator, and the associated controllers. Based on the wind turbine generator model, a large-scale wind farm model is created whose dimension can be easily changed to test MOR methods on different scales. Finally, the wind farm model is utilised as a benchmark model to show the performance of a nonlinear MOR method and a linear MOR method.

Source: IFAC-PapersOnLine

DOI: 10.1016/j.ifacol.2025.03.027

Authors: Hanqing Zhang, Zilong Gong, Adrià Junyent-Ferré, Giordano Scarciotti

Institution: Imperial College London

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

SDG: Affordable and clean energy

Open Access status: diamond

OpenAlex ID: W4408908466

FWCI:

Cites: 19

Cited by:

Related to: 10